library(readr)
library(tidyverse)
library(readxl)library(here)
#test where the top level of the project directory is
here::here()[1] "/Users/greganderson/codeclan_work/data_cleaning_project/task_4"#use this to set the path to the data files
candy_2015 <- read_xlsx(here("raw_data/boing-boing-candy-2015.xlsx"))
candy_2016 <- read_xlsx(here("raw_data/boing-boing-candy-2016.xlsx"))
candy_2017 <- read_xlsx(here("raw_data/boing-boing-candy-2017.xlsx"))New names:
* `` -> ...114dim(candy_2015)[1] 5630 124dim(candy_2016)[1] 1259 123dim(candy_2017)[1] 2460 120names(candy_2015) [1] "Timestamp"
[2] "How old are you?"
[3] "Are you going actually going trick or treating yourself?"
[4] "[Butterfinger]"
[5] "[100 Grand Bar]"
[6] "[Anonymous brown globs that come in black and orange wrappers]"
[7] "[Any full-sized candy bar]"
[8] "[Black Jacks]"
[9] "[Bonkers]"
[10] "[Bottle Caps]"
[11] "[Box’o’ Raisins]"
[12] "[Brach products (not including candy corn)]"
[13] "[Bubble Gum]"
[14] "[Cadbury Creme Eggs]"
[15] "[Candy Corn]"
[16] "[Vials of pure high fructose corn syrup, for main-lining into your vein]"
[17] "[Candy that is clearly just the stuff given out for free at restaurants]"
[18] "[Cash, or other forms of legal tender]"
[19] "[Chiclets]"
[20] "[Caramellos]"
[21] "[Snickers]"
[22] "[Dark Chocolate Hershey]"
[23] "[Dental paraphenalia]"
[24] "[Dots]"
[25] "[Fuzzy Peaches]"
[26] "[Generic Brand Acetaminophen]"
[27] "[Glow sticks]"
[28] "[Broken glow stick]"
[29] "[Goo Goo Clusters]"
[30] "[Good N' Plenty]"
[31] "[Gum from baseball cards]"
[32] "[Gummy Bears straight up]"
[33] "[Creepy Religious comics/Chick Tracts]"
[34] "[Healthy Fruit]"
[35] "[Heath Bar]"
[36] "[Hershey’s Kissables]"
[37] "[Hershey’s Milk Chocolate]"
[38] "[Hugs (actual physical hugs)]"
[39] "[Jolly Rancher (bad flavor)]"
[40] "[Jolly Ranchers (good flavor)]"
[41] "[Kale smoothie]"
[42] "[Kinder Happy Hippo]"
[43] "[Kit Kat]"
[44] "[Hard Candy]"
[45] "[Lapel Pins]"
[46] "[LemonHeads]"
[47] "[Licorice]"
[48] "[Licorice (not black)]"
[49] "[Lindt Truffle]"
[50] "[Lollipops]"
[51] "[Mars]"
[52] "[Mary Janes]"
[53] "[Maynards]"
[54] "[Milk Duds]"
[55] "[LaffyTaffy]"
[56] "[Minibags of chips]"
[57] "[JoyJoy (Mit Iodine)]"
[58] "[Reggie Jackson Bar]"
[59] "[Pixy Stix]"
[60] "[Nerds]"
[61] "[Nestle Crunch]"
[62] "[Now'n'Laters]"
[63] "[Pencils]"
[64] "[Milky Way]"
[65] "[Reese’s Peanut Butter Cups]"
[66] "[Tolberone something or other]"
[67] "[Runts]"
[68] "[Junior Mints]"
[69] "[Senior Mints]"
[70] "[Mint Kisses]"
[71] "[Mint Juleps]"
[72] "[Mint Leaves]"
[73] "[Peanut M&M’s]"
[74] "[Regular M&Ms]"
[75] "[Mint M&Ms]"
[76] "[Ribbon candy]"
[77] "[Rolos]"
[78] "[Skittles]"
[79] "[Smarties (American)]"
[80] "[Smarties (Commonwealth)]"
[81] "[Chick-o-Sticks (we don’t know what that is)]"
[82] "[Spotted Dick]"
[83] "[Starburst]"
[84] "[Swedish Fish]"
[85] "[Sweetums]"
[86] "[Those odd marshmallow circus peanut things]"
[87] "[Three Musketeers]"
[88] "[Peterson Brand Sidewalk Chalk]"
[89] "[Peanut Butter Bars]"
[90] "[Peanut Butter Jars]"
[91] "[Trail Mix]"
[92] "[Twix]"
[93] "[Vicodin]"
[94] "[White Bread]"
[95] "[Whole Wheat anything]"
[96] "[York Peppermint Patties]"
[97] "Please leave any remarks or comments regarding your choices."
[98] "Please list any items not included above that give you JOY."
[99] "Please list any items not included above that give you DESPAIR."
[100] "Guess the number of mints in my hand."
[101] "Betty or Veronica?"
[102] "Check all that apply: \"I cried tears of sadness at the end of ____________\""
[103] "\"That dress* that went viral early this year - when I first saw it, it was ________\""
[104] "Fill in the blank: \"Taylor Swift is a force for ___________\""
[105] "What is your favourite font?"
[106] "If you squint really hard, the words \"Intelligent Design\" would look like."
[107] "Fill in the blank: \"Imitation is a form of ____________\""
[108] "Please estimate the degree(s) of separation you have from the following celebrities [JK Rowling]"
[109] "Please estimate the degree(s) of separation you have from the following celebrities [JJ Abrams]"
[110] "Please estimate the degree(s) of separation you have from the following celebrities [Beyoncé]"
[111] "Please estimate the degree(s) of separation you have from the following celebrities [Bieber]"
[112] "Please estimate the degree(s) of separation you have from the following celebrities [Kevin Bacon]"
[113] "Please estimate the degree(s) of separation you have from the following celebrities [Francis Bacon (1561 - 1626)]"
[114] "[Sea-salt flavored stuff, probably chocolate, since this is the \"it\" flavor of the year]"
[115] "[Necco Wafers]"
[116] "Which day do you prefer, Friday or Sunday?"
[117] "Please estimate the degrees of separation you have from the following folks [Bruce Lee]"
[118] "Please estimate the degrees of separation you have from the following folks [JK Rowling]"
[119] "Please estimate the degrees of separation you have from the following folks [Malala Yousafzai]"
[120] "Please estimate the degrees of separation you have from the following folks [Thom Yorke]"
[121] "Please estimate the degrees of separation you have from the following folks [JJ Abrams]"
[122] "Please estimate the degrees of separation you have from the following folks [Hillary Clinton]"
[123] "Please estimate the degrees of separation you have from the following folks [Donald Trump]"
[124] "Please estimate the degrees of separation you have from the following folks [Beyoncé Knowles]" names(candy_2016) [1] "Timestamp"
[2] "Are you going actually going trick or treating yourself?"
[3] "Your gender:"
[4] "How old are you?"
[5] "Which country do you live in?"
[6] "Which state, province, county do you live in?"
[7] "[100 Grand Bar]"
[8] "[Anonymous brown globs that come in black and orange wrappers]"
[9] "[Any full-sized candy bar]"
[10] "[Black Jacks]"
[11] "[Bonkers (the candy)]"
[12] "[Bonkers (the board game)]"
[13] "[Bottle Caps]"
[14] "[Box'o'Raisins]"
[15] "[Broken glow stick]"
[16] "[Butterfinger]"
[17] "[Cadbury Creme Eggs]"
[18] "[Candy Corn]"
[19] "[Candy that is clearly just the stuff given out for free at restaurants]"
[20] "[Caramellos]"
[21] "[Cash, or other forms of legal tender]"
[22] "[Chardonnay]"
[23] "[Chick-o-Sticks (we don’t know what that is)]"
[24] "[Chiclets]"
[25] "[Coffee Crisp]"
[26] "[Creepy Religious comics/Chick Tracts]"
[27] "[Dental paraphenalia]"
[28] "[Dots]"
[29] "[Dove Bars]"
[30] "[Fuzzy Peaches]"
[31] "[Generic Brand Acetaminophen]"
[32] "[Glow sticks]"
[33] "[Goo Goo Clusters]"
[34] "[Good N' Plenty]"
[35] "[Gum from baseball cards]"
[36] "[Gummy Bears straight up]"
[37] "[Hard Candy]"
[38] "[Healthy Fruit]"
[39] "[Heath Bar]"
[40] "[Hershey's Dark Chocolate]"
[41] "[Hershey’s Milk Chocolate]"
[42] "[Hershey's Kisses]"
[43] "[Hugs (actual physical hugs)]"
[44] "[Jolly Rancher (bad flavor)]"
[45] "[Jolly Ranchers (good flavor)]"
[46] "[JoyJoy (Mit Iodine!)]"
[47] "[Junior Mints]"
[48] "[Senior Mints]"
[49] "[Kale smoothie]"
[50] "[Kinder Happy Hippo]"
[51] "[Kit Kat]"
[52] "[LaffyTaffy]"
[53] "[LemonHeads]"
[54] "[Licorice (not black)]"
[55] "[Licorice (yes black)]"
[56] "[Lindt Truffle]"
[57] "[Lollipops]"
[58] "[Mars]"
[59] "[Mary Janes]"
[60] "[Maynards]"
[61] "[Mike and Ike]"
[62] "[Milk Duds]"
[63] "[Milky Way]"
[64] "[Regular M&Ms]"
[65] "[Peanut M&M’s]"
[66] "[Blue M&M's]"
[67] "[Red M&M's]"
[68] "[Third Party M&M's]"
[69] "[Minibags of chips]"
[70] "[Mint Kisses]"
[71] "[Mint Juleps]"
[72] "[Mr. Goodbar]"
[73] "[Necco Wafers]"
[74] "[Nerds]"
[75] "[Nestle Crunch]"
[76] "[Now'n'Laters]"
[77] "[Peeps]"
[78] "[Pencils]"
[79] "[Person of Interest Season 3 DVD Box Set (not including Disc 4 with hilarious outtakes)]"
[80] "[Pixy Stix]"
[81] "[Reese’s Peanut Butter Cups]"
[82] "[Reese's Pieces]"
[83] "[Reggie Jackson Bar]"
[84] "[Rolos]"
[85] "[Skittles]"
[86] "[Smarties (American)]"
[87] "[Smarties (Commonwealth)]"
[88] "[Snickers]"
[89] "[Sourpatch Kids (i.e. abominations of nature)]"
[90] "[Spotted Dick]"
[91] "[Starburst]"
[92] "[Sweet Tarts]"
[93] "[Swedish Fish]"
[94] "[Sweetums (a friend to diabetes)]"
[95] "[Tic Tacs]"
[96] "[Those odd marshmallow circus peanut things]"
[97] "[Three Musketeers]"
[98] "[Tolberone something or other]"
[99] "[Trail Mix]"
[100] "[Twix]"
[101] "[Vials of pure high fructose corn syrup, for main-lining into your vein]"
[102] "[Vicodin]"
[103] "[Whatchamacallit Bars]"
[104] "[White Bread]"
[105] "[Whole Wheat anything]"
[106] "[York Peppermint Patties]"
[107] "Please list any items not included above that give you JOY."
[108] "Please list any items not included above that give you DESPAIR."
[109] "Please leave any witty, snarky or thoughtful remarks or comments regarding your choices."
[110] "Guess the number of mints in my hand."
[111] "Betty or Veronica?"
[112] "\"That dress* that went viral a few years back - when I first saw it, it was ________\""
[113] "What is your favourite font?"
[114] "Please estimate the degree(s) of separation you have from the following celebrities [JK Rowling]"
[115] "Please estimate the degree(s) of separation you have from the following celebrities [JJ Abrams]"
[116] "Please estimate the degree(s) of separation you have from the following celebrities [Beyoncé]"
[117] "Please estimate the degree(s) of separation you have from the following celebrities [Bieber]"
[118] "Please estimate the degree(s) of separation you have from the following celebrities [Kevin Bacon]"
[119] "Please estimate the degree(s) of separation you have from the following celebrities [Francis Bacon (1561 - 1626)]"
[120] "Which day do you prefer, Friday or Sunday?"
[121] "Do you eat apples the correct way, East to West (side to side) or do you eat them like a freak of nature, South to North (bottom to top)?"
[122] "When you see the above image of the 4 different websites, which one would you most likely check out (please be honest)."
[123] "[York Peppermint Patties] Ignore" names(candy_2017) [1] "Internal ID"
[2] "Q1: GOING OUT?"
[3] "Q2: GENDER"
[4] "Q3: AGE"
[5] "Q4: COUNTRY"
[6] "Q5: STATE, PROVINCE, COUNTY, ETC"
[7] "Q6 | 100 Grand Bar"
[8] "Q6 | Anonymous brown globs that come in black and orange wrappers\t(a.k.a. Mary Janes)"
[9] "Q6 | Any full-sized candy bar"
[10] "Q6 | Black Jacks"
[11] "Q6 | Bonkers (the candy)"
[12] "Q6 | Bonkers (the board game)"
[13] "Q6 | Bottle Caps"
[14] "Q6 | Box'o'Raisins"
[15] "Q6 | Broken glow stick"
[16] "Q6 | Butterfinger"
[17] "Q6 | Cadbury Creme Eggs"
[18] "Q6 | Candy Corn"
[19] "Q6 | Candy that is clearly just the stuff given out for free at restaurants"
[20] "Q6 | Caramellos"
[21] "Q6 | Cash, or other forms of legal tender"
[22] "Q6 | Chardonnay"
[23] "Q6 | Chick-o-Sticks (we don’t know what that is)"
[24] "Q6 | Chiclets"
[25] "Q6 | Coffee Crisp"
[26] "Q6 | Creepy Religious comics/Chick Tracts"
[27] "Q6 | Dental paraphenalia"
[28] "Q6 | Dots"
[29] "Q6 | Dove Bars"
[30] "Q6 | Fuzzy Peaches"
[31] "Q6 | Generic Brand Acetaminophen"
[32] "Q6 | Glow sticks"
[33] "Q6 | Goo Goo Clusters"
[34] "Q6 | Good N' Plenty"
[35] "Q6 | Gum from baseball cards"
[36] "Q6 | Gummy Bears straight up"
[37] "Q6 | Hard Candy"
[38] "Q6 | Healthy Fruit"
[39] "Q6 | Heath Bar"
[40] "Q6 | Hershey's Dark Chocolate"
[41] "Q6 | Hershey’s Milk Chocolate"
[42] "Q6 | Hershey's Kisses"
[43] "Q6 | Hugs (actual physical hugs)"
[44] "Q6 | Jolly Rancher (bad flavor)"
[45] "Q6 | Jolly Ranchers (good flavor)"
[46] "Q6 | JoyJoy (Mit Iodine!)"
[47] "Q6 | Junior Mints"
[48] "Q6 | Senior Mints"
[49] "Q6 | Kale smoothie"
[50] "Q6 | Kinder Happy Hippo"
[51] "Q6 | Kit Kat"
[52] "Q6 | LaffyTaffy"
[53] "Q6 | LemonHeads"
[54] "Q6 | Licorice (not black)"
[55] "Q6 | Licorice (yes black)"
[56] "Q6 | Lindt Truffle"
[57] "Q6 | Lollipops"
[58] "Q6 | Mars"
[59] "Q6 | Maynards"
[60] "Q6 | Mike and Ike"
[61] "Q6 | Milk Duds"
[62] "Q6 | Milky Way"
[63] "Q6 | Regular M&Ms"
[64] "Q6 | Peanut M&M’s"
[65] "Q6 | Blue M&M's"
[66] "Q6 | Red M&M's"
[67] "Q6 | Green Party M&M's"
[68] "Q6 | Independent M&M's"
[69] "Q6 | Abstained from M&M'ing."
[70] "Q6 | Minibags of chips"
[71] "Q6 | Mint Kisses"
[72] "Q6 | Mint Juleps"
[73] "Q6 | Mr. Goodbar"
[74] "Q6 | Necco Wafers"
[75] "Q6 | Nerds"
[76] "Q6 | Nestle Crunch"
[77] "Q6 | Now'n'Laters"
[78] "Q6 | Peeps"
[79] "Q6 | Pencils"
[80] "Q6 | Pixy Stix"
[81] "Q6 | Real Housewives of Orange County Season 9 Blue-Ray"
[82] "Q6 | Reese’s Peanut Butter Cups"
[83] "Q6 | Reese's Pieces"
[84] "Q6 | Reggie Jackson Bar"
[85] "Q6 | Rolos"
[86] "Q6 | Sandwich-sized bags filled with BooBerry Crunch"
[87] "Q6 | Skittles"
[88] "Q6 | Smarties (American)"
[89] "Q6 | Smarties (Commonwealth)"
[90] "Q6 | Snickers"
[91] "Q6 | Sourpatch Kids (i.e. abominations of nature)"
[92] "Q6 | Spotted Dick"
[93] "Q6 | Starburst"
[94] "Q6 | Sweet Tarts"
[95] "Q6 | Swedish Fish"
[96] "Q6 | Sweetums (a friend to diabetes)"
[97] "Q6 | Take 5"
[98] "Q6 | Tic Tacs"
[99] "Q6 | Those odd marshmallow circus peanut things"
[100] "Q6 | Three Musketeers"
[101] "Q6 | Tolberone something or other"
[102] "Q6 | Trail Mix"
[103] "Q6 | Twix"
[104] "Q6 | Vials of pure high fructose corn syrup, for main-lining into your vein"
[105] "Q6 | Vicodin"
[106] "Q6 | Whatchamacallit Bars"
[107] "Q6 | White Bread"
[108] "Q6 | Whole Wheat anything"
[109] "Q6 | York Peppermint Patties"
[110] "Q7: JOY OTHER"
[111] "Q8: DESPAIR OTHER"
[112] "Q9: OTHER COMMENTS"
[113] "Q10: DRESS"
[114] "...114"
[115] "Q11: DAY"
[116] "Q12: MEDIA [Daily Dish]"
[117] "Q12: MEDIA [Science]"
[118] "Q12: MEDIA [ESPN]"
[119] "Q12: MEDIA [Yahoo]"
[120] "Click Coordinates (x, y)" candy_2015candy_2016candy_2017NA# clean names
library(janitor)
# 2005
candy_2015_1 <- clean_names(candy_2015)
names(candy_2015_1) [1] "timestamp"
[2] "how_old_are_you"
[3] "are_you_going_actually_going_trick_or_treating_yourself"
[4] "butterfinger"
[5] "x100_grand_bar"
[6] "anonymous_brown_globs_that_come_in_black_and_orange_wrappers"
[7] "any_full_sized_candy_bar"
[8] "black_jacks"
[9] "bonkers"
[10] "bottle_caps"
[11] "box_o_raisins"
[12] "brach_products_not_including_candy_corn"
[13] "bubble_gum"
[14] "cadbury_creme_eggs"
[15] "candy_corn"
[16] "vials_of_pure_high_fructose_corn_syrup_for_main_lining_into_your_vein"
[17] "candy_that_is_clearly_just_the_stuff_given_out_for_free_at_restaurants"
[18] "cash_or_other_forms_of_legal_tender"
[19] "chiclets"
[20] "caramellos"
[21] "snickers"
[22] "dark_chocolate_hershey"
[23] "dental_paraphenalia"
[24] "dots"
[25] "fuzzy_peaches"
[26] "generic_brand_acetaminophen"
[27] "glow_sticks"
[28] "broken_glow_stick"
[29] "goo_goo_clusters"
[30] "good_n_plenty"
[31] "gum_from_baseball_cards"
[32] "gummy_bears_straight_up"
[33] "creepy_religious_comics_chick_tracts"
[34] "healthy_fruit"
[35] "heath_bar"
[36] "hershey_s_kissables"
[37] "hershey_s_milk_chocolate"
[38] "hugs_actual_physical_hugs"
[39] "jolly_rancher_bad_flavor"
[40] "jolly_ranchers_good_flavor"
[41] "kale_smoothie"
[42] "kinder_happy_hippo"
[43] "kit_kat"
[44] "hard_candy"
[45] "lapel_pins"
[46] "lemon_heads"
[47] "licorice"
[48] "licorice_not_black"
[49] "lindt_truffle"
[50] "lollipops"
[51] "mars"
[52] "mary_janes"
[53] "maynards"
[54] "milk_duds"
[55] "laffy_taffy"
[56] "minibags_of_chips"
[57] "joy_joy_mit_iodine"
[58] "reggie_jackson_bar"
[59] "pixy_stix"
[60] "nerds"
[61] "nestle_crunch"
[62] "nown_laters"
[63] "pencils"
[64] "milky_way"
[65] "reese_s_peanut_butter_cups"
[66] "tolberone_something_or_other"
[67] "runts"
[68] "junior_mints"
[69] "senior_mints"
[70] "mint_kisses"
[71] "mint_juleps"
[72] "mint_leaves"
[73] "peanut_m_m_s"
[74] "regular_m_ms"
[75] "mint_m_ms"
[76] "ribbon_candy"
[77] "rolos"
[78] "skittles"
[79] "smarties_american"
[80] "smarties_commonwealth"
[81] "chick_o_sticks_we_don_t_know_what_that_is"
[82] "spotted_dick"
[83] "starburst"
[84] "swedish_fish"
[85] "sweetums"
[86] "those_odd_marshmallow_circus_peanut_things"
[87] "three_musketeers"
[88] "peterson_brand_sidewalk_chalk"
[89] "peanut_butter_bars"
[90] "peanut_butter_jars"
[91] "trail_mix"
[92] "twix"
[93] "vicodin"
[94] "white_bread"
[95] "whole_wheat_anything"
[96] "york_peppermint_patties"
[97] "please_leave_any_remarks_or_comments_regarding_your_choices"
[98] "please_list_any_items_not_included_above_that_give_you_joy"
[99] "please_list_any_items_not_included_above_that_give_you_despair"
[100] "guess_the_number_of_mints_in_my_hand"
[101] "betty_or_veronica"
[102] "check_all_that_apply_i_cried_tears_of_sadness_at_the_end_of"
[103] "that_dress_that_went_viral_early_this_year_when_i_first_saw_it_it_was"
[104] "fill_in_the_blank_taylor_swift_is_a_force_for"
[105] "what_is_your_favourite_font"
[106] "if_you_squint_really_hard_the_words_intelligent_design_would_look_like"
[107] "fill_in_the_blank_imitation_is_a_form_of"
[108] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_jk_rowling"
[109] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_jj_abrams"
[110] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_beyonce"
[111] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_bieber"
[112] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_kevin_bacon"
[113] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_francis_bacon_1561_1626"
[114] "sea_salt_flavored_stuff_probably_chocolate_since_this_is_the_it_flavor_of_the_year"
[115] "necco_wafers"
[116] "which_day_do_you_prefer_friday_or_sunday"
[117] "please_estimate_the_degrees_of_separation_you_have_from_the_following_folks_bruce_lee"
[118] "please_estimate_the_degrees_of_separation_you_have_from_the_following_folks_jk_rowling"
[119] "please_estimate_the_degrees_of_separation_you_have_from_the_following_folks_malala_yousafzai"
[120] "please_estimate_the_degrees_of_separation_you_have_from_the_following_folks_thom_yorke"
[121] "please_estimate_the_degrees_of_separation_you_have_from_the_following_folks_jj_abrams"
[122] "please_estimate_the_degrees_of_separation_you_have_from_the_following_folks_hillary_clinton"
[123] "please_estimate_the_degrees_of_separation_you_have_from_the_following_folks_donald_trump"
[124] "please_estimate_the_degrees_of_separation_you_have_from_the_following_folks_beyonce_knowles" # 2006
candy_2016_1 <- clean_names(candy_2016)
names(candy_2016_1) [1] "timestamp"
[2] "are_you_going_actually_going_trick_or_treating_yourself"
[3] "your_gender"
[4] "how_old_are_you"
[5] "which_country_do_you_live_in"
[6] "which_state_province_county_do_you_live_in"
[7] "x100_grand_bar"
[8] "anonymous_brown_globs_that_come_in_black_and_orange_wrappers"
[9] "any_full_sized_candy_bar"
[10] "black_jacks"
[11] "bonkers_the_candy"
[12] "bonkers_the_board_game"
[13] "bottle_caps"
[14] "boxo_raisins"
[15] "broken_glow_stick"
[16] "butterfinger"
[17] "cadbury_creme_eggs"
[18] "candy_corn"
[19] "candy_that_is_clearly_just_the_stuff_given_out_for_free_at_restaurants"
[20] "caramellos"
[21] "cash_or_other_forms_of_legal_tender"
[22] "chardonnay"
[23] "chick_o_sticks_we_don_t_know_what_that_is"
[24] "chiclets"
[25] "coffee_crisp"
[26] "creepy_religious_comics_chick_tracts"
[27] "dental_paraphenalia"
[28] "dots"
[29] "dove_bars"
[30] "fuzzy_peaches"
[31] "generic_brand_acetaminophen"
[32] "glow_sticks"
[33] "goo_goo_clusters"
[34] "good_n_plenty"
[35] "gum_from_baseball_cards"
[36] "gummy_bears_straight_up"
[37] "hard_candy"
[38] "healthy_fruit"
[39] "heath_bar"
[40] "hersheys_dark_chocolate"
[41] "hershey_s_milk_chocolate"
[42] "hersheys_kisses"
[43] "hugs_actual_physical_hugs"
[44] "jolly_rancher_bad_flavor"
[45] "jolly_ranchers_good_flavor"
[46] "joy_joy_mit_iodine"
[47] "junior_mints"
[48] "senior_mints"
[49] "kale_smoothie"
[50] "kinder_happy_hippo"
[51] "kit_kat"
[52] "laffy_taffy"
[53] "lemon_heads"
[54] "licorice_not_black"
[55] "licorice_yes_black"
[56] "lindt_truffle"
[57] "lollipops"
[58] "mars"
[59] "mary_janes"
[60] "maynards"
[61] "mike_and_ike"
[62] "milk_duds"
[63] "milky_way"
[64] "regular_m_ms"
[65] "peanut_m_m_s"
[66] "blue_m_ms"
[67] "red_m_ms"
[68] "third_party_m_ms"
[69] "minibags_of_chips"
[70] "mint_kisses"
[71] "mint_juleps"
[72] "mr_goodbar"
[73] "necco_wafers"
[74] "nerds"
[75] "nestle_crunch"
[76] "nown_laters"
[77] "peeps"
[78] "pencils"
[79] "person_of_interest_season_3_dvd_box_set_not_including_disc_4_with_hilarious_outtakes"
[80] "pixy_stix"
[81] "reese_s_peanut_butter_cups"
[82] "reeses_pieces"
[83] "reggie_jackson_bar"
[84] "rolos"
[85] "skittles"
[86] "smarties_american"
[87] "smarties_commonwealth"
[88] "snickers"
[89] "sourpatch_kids_i_e_abominations_of_nature"
[90] "spotted_dick"
[91] "starburst"
[92] "sweet_tarts"
[93] "swedish_fish"
[94] "sweetums_a_friend_to_diabetes"
[95] "tic_tacs"
[96] "those_odd_marshmallow_circus_peanut_things"
[97] "three_musketeers"
[98] "tolberone_something_or_other"
[99] "trail_mix"
[100] "twix"
[101] "vials_of_pure_high_fructose_corn_syrup_for_main_lining_into_your_vein"
[102] "vicodin"
[103] "whatchamacallit_bars"
[104] "white_bread"
[105] "whole_wheat_anything"
[106] "york_peppermint_patties"
[107] "please_list_any_items_not_included_above_that_give_you_joy"
[108] "please_list_any_items_not_included_above_that_give_you_despair"
[109] "please_leave_any_witty_snarky_or_thoughtful_remarks_or_comments_regarding_your_choices"
[110] "guess_the_number_of_mints_in_my_hand"
[111] "betty_or_veronica"
[112] "that_dress_that_went_viral_a_few_years_back_when_i_first_saw_it_it_was"
[113] "what_is_your_favourite_font"
[114] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_jk_rowling"
[115] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_jj_abrams"
[116] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_beyonce"
[117] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_bieber"
[118] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_kevin_bacon"
[119] "please_estimate_the_degree_s_of_separation_you_have_from_the_following_celebrities_francis_bacon_1561_1626"
[120] "which_day_do_you_prefer_friday_or_sunday"
[121] "do_you_eat_apples_the_correct_way_east_to_west_side_to_side_or_do_you_eat_them_like_a_freak_of_nature_south_to_north_bottom_to_top"
[122] "when_you_see_the_above_image_of_the_4_different_websites_which_one_would_you_most_likely_check_out_please_be_honest"
[123] "york_peppermint_patties_ignore" # 2007
candy_2017_1 <- clean_names(candy_2017)
names(candy_2017_1) [1] "internal_id"
[2] "q1_going_out"
[3] "q2_gender"
[4] "q3_age"
[5] "q4_country"
[6] "q5_state_province_county_etc"
[7] "q6_100_grand_bar"
[8] "q6_anonymous_brown_globs_that_come_in_black_and_orange_wrappers_a_k_a_mary_janes"
[9] "q6_any_full_sized_candy_bar"
[10] "q6_black_jacks"
[11] "q6_bonkers_the_candy"
[12] "q6_bonkers_the_board_game"
[13] "q6_bottle_caps"
[14] "q6_boxo_raisins"
[15] "q6_broken_glow_stick"
[16] "q6_butterfinger"
[17] "q6_cadbury_creme_eggs"
[18] "q6_candy_corn"
[19] "q6_candy_that_is_clearly_just_the_stuff_given_out_for_free_at_restaurants"
[20] "q6_caramellos"
[21] "q6_cash_or_other_forms_of_legal_tender"
[22] "q6_chardonnay"
[23] "q6_chick_o_sticks_we_don_t_know_what_that_is"
[24] "q6_chiclets"
[25] "q6_coffee_crisp"
[26] "q6_creepy_religious_comics_chick_tracts"
[27] "q6_dental_paraphenalia"
[28] "q6_dots"
[29] "q6_dove_bars"
[30] "q6_fuzzy_peaches"
[31] "q6_generic_brand_acetaminophen"
[32] "q6_glow_sticks"
[33] "q6_goo_goo_clusters"
[34] "q6_good_n_plenty"
[35] "q6_gum_from_baseball_cards"
[36] "q6_gummy_bears_straight_up"
[37] "q6_hard_candy"
[38] "q6_healthy_fruit"
[39] "q6_heath_bar"
[40] "q6_hersheys_dark_chocolate"
[41] "q6_hershey_s_milk_chocolate"
[42] "q6_hersheys_kisses"
[43] "q6_hugs_actual_physical_hugs"
[44] "q6_jolly_rancher_bad_flavor"
[45] "q6_jolly_ranchers_good_flavor"
[46] "q6_joy_joy_mit_iodine"
[47] "q6_junior_mints"
[48] "q6_senior_mints"
[49] "q6_kale_smoothie"
[50] "q6_kinder_happy_hippo"
[51] "q6_kit_kat"
[52] "q6_laffy_taffy"
[53] "q6_lemon_heads"
[54] "q6_licorice_not_black"
[55] "q6_licorice_yes_black"
[56] "q6_lindt_truffle"
[57] "q6_lollipops"
[58] "q6_mars"
[59] "q6_maynards"
[60] "q6_mike_and_ike"
[61] "q6_milk_duds"
[62] "q6_milky_way"
[63] "q6_regular_m_ms"
[64] "q6_peanut_m_m_s"
[65] "q6_blue_m_ms"
[66] "q6_red_m_ms"
[67] "q6_green_party_m_ms"
[68] "q6_independent_m_ms"
[69] "q6_abstained_from_m_ming"
[70] "q6_minibags_of_chips"
[71] "q6_mint_kisses"
[72] "q6_mint_juleps"
[73] "q6_mr_goodbar"
[74] "q6_necco_wafers"
[75] "q6_nerds"
[76] "q6_nestle_crunch"
[77] "q6_nown_laters"
[78] "q6_peeps"
[79] "q6_pencils"
[80] "q6_pixy_stix"
[81] "q6_real_housewives_of_orange_county_season_9_blue_ray"
[82] "q6_reese_s_peanut_butter_cups"
[83] "q6_reeses_pieces"
[84] "q6_reggie_jackson_bar"
[85] "q6_rolos"
[86] "q6_sandwich_sized_bags_filled_with_boo_berry_crunch"
[87] "q6_skittles"
[88] "q6_smarties_american"
[89] "q6_smarties_commonwealth"
[90] "q6_snickers"
[91] "q6_sourpatch_kids_i_e_abominations_of_nature"
[92] "q6_spotted_dick"
[93] "q6_starburst"
[94] "q6_sweet_tarts"
[95] "q6_swedish_fish"
[96] "q6_sweetums_a_friend_to_diabetes"
[97] "q6_take_5"
[98] "q6_tic_tacs"
[99] "q6_those_odd_marshmallow_circus_peanut_things"
[100] "q6_three_musketeers"
[101] "q6_tolberone_something_or_other"
[102] "q6_trail_mix"
[103] "q6_twix"
[104] "q6_vials_of_pure_high_fructose_corn_syrup_for_main_lining_into_your_vein"
[105] "q6_vicodin"
[106] "q6_whatchamacallit_bars"
[107] "q6_white_bread"
[108] "q6_whole_wheat_anything"
[109] "q6_york_peppermint_patties"
[110] "q7_joy_other"
[111] "q8_despair_other"
[112] "q9_other_comments"
[113] "q10_dress"
[114] "x114"
[115] "q11_day"
[116] "q12_media_daily_dish"
[117] "q12_media_science"
[118] "q12_media_espn"
[119] "q12_media_yahoo"
[120] "click_coordinates_x_y" # wide to long format.
candy_2015_2 <- candy_2015_1 %>%
pivot_longer(cols = 4:96,
names_to = "candy_name",
values_to = "rating")
candy_2016_2 <- candy_2016_1 %>%
pivot_longer(cols = 7:106,
names_to = "candy_name",
values_to = "rating")
candy_2017_2 <- candy_2017_1 %>%
pivot_longer(cols = 7:109,
names_to = "candy_name",
values_to = "rating")
# drop unwanted columns
# 2015
candy_2015_3 <- candy_2015_2 %>%
select(how_old_are_you, candy_name, rating, are_you_going_actually_going_trick_or_treating_yourself)
candy_2015_3
# 2016
candy_2016_3 <- candy_2016_2 %>%
select(how_old_are_you, candy_name, rating, are_you_going_actually_going_trick_or_treating_yourself, which_country_do_you_live_in)
candy_2016_3
# 2017
candy_2017_3 <- candy_2017_2 %>%
select(q3_age, candy_name, rating, q1_going_out, q4_country)
candy_2017_3NA
NA# Rename columns so that they align across the 3 years of data
# 2015
candy_2015_4 <- candy_2015_3 %>%
rename(age = "how_old_are_you",
candy_name = "candy_name",
rating = "rating",
trick_or_treating = "are_you_going_actually_going_trick_or_treating_yourself")
names(candy_2015_4)[1] "age" "candy_name" "rating" "trick_or_treating"# 2016
candy_2016_4 <- candy_2016_3 %>%
rename(age = "how_old_are_you",
candy_name = "candy_name",
rating = "rating",
trick_or_treating = "are_you_going_actually_going_trick_or_treating_yourself",
country = "which_country_do_you_live_in")
names(candy_2016_4)[1] "age" "candy_name" "rating" "trick_or_treating"
[5] "country" # 2017
candy_2017_4 <- candy_2017_3 %>%
rename(age = "q3_age",
candy_name = "candy_name",
rating = "rating",
trick_or_treating = "q1_going_out",
country = "q4_country")
names(candy_2017_4)[1] "age" "candy_name" "rating" "trick_or_treating"
[5] "country"